Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 100 |
| Missing cells | 40 |
| Missing cells (%) | 1.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 16.5 KiB |
| Average record size in memory | 169.3 B |
Variable types
| NUM | 20 |
|---|---|
| DATE | 1 |
EBIT2EV_avg is highly correlated with OCFP_min and 1 other fields | High correlation |
OCFP_min is highly correlated with EBIT2EV_avg and 1 other fields | High correlation |
NCFP_avg is highly correlated with OCFP_min and 1 other fields | High correlation |
TO_100d_avg is highly correlated with TO_100d_min | High correlation |
TO_100d_min is highly correlated with TO_100d_avg | High correlation |
PPReversal_1_avg is highly correlated with PPReversal_5_min and 1 other fields | High correlation |
PPReversal_5_min is highly correlated with PPReversal_1_avg and 1 other fields | High correlation |
PPReversal_5_avg is highly correlated with PPReversal_5_min and 1 other fields | High correlation |
OCFP_min has 2 (2.0%) missing values | Missing |
TO_100d_min has 2 (2.0%) missing values | Missing |
EBIT2EV_avg has 2 (2.0%) missing values | Missing |
PPReversal_5_min has 2 (2.0%) missing values | Missing |
DAVOL20_avg has 2 (2.0%) missing values | Missing |
wgt_return_1m has 2 (2.0%) missing values | Missing |
TO_20d_avg has 2 (2.0%) missing values | Missing |
roe_q has 2 (2.0%) missing values | Missing |
turnover_vol_20d_max has 2 (2.0%) missing values | Missing |
DAVOL5_min has 2 (2.0%) missing values | Missing |
turnover_vol_100d_min has 2 (2.0%) missing values | Missing |
NCFP_avg has 2 (2.0%) missing values | Missing |
VSTD_30d_min has 2 (2.0%) missing values | Missing |
TO_100d_avg has 2 (2.0%) missing values | Missing |
std_1m has 2 (2.0%) missing values | Missing |
wgt_turn_3m has 2 (2.0%) missing values | Missing |
TO_5d_max has 2 (2.0%) missing values | Missing |
PPReversal_1_avg has 2 (2.0%) missing values | Missing |
turnover_vol_5d_min has 2 (2.0%) missing values | Missing |
PPReversal_5_avg has 2 (2.0%) missing values | Missing |
date has unique values | Unique |
Reproduction
| Analysis started | 2020-12-16 04:25:10.313657 |
|---|---|
| Analysis finished | 2020-12-16 04:25:53.714132 |
| Duration | 43.4 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Minimum | 2008-02-03 00:00:00 |
|---|---|
| Maximum | 2009-12-27 00:00:00 |
Histogram with fixed size bins (bins=50)
| Distinct | 89 |
|---|---|
| Distinct (%) | 90.8% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9110734969 |
|---|---|
| Minimum | -0.5123617749 |
| Maximum | 3.589383307 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -0.5123617749 |
|---|---|
| 5-th percentile | -0.5093374506 |
| Q1 | -0.1037386643 |
| median | 0.6299669912 |
| Q3 | 1.610950525 |
| 95-th percentile | 3.589383307 |
| Maximum | 3.589383307 |
| Range | 4.101745082 |
| Interquartile range (IQR) | 1.714689189 |
Descriptive statistics
| Standard deviation | 1.229241118 |
|---|---|
| Coefficient of variation (CV) | 1.349222781 |
| Kurtosis | -0.01019051644 |
| Mean | 0.9110734969 |
| Median Absolute Deviation (MAD) | 0.7963233836 |
| Skewness | 0.9588727554 |
| Sum | 89.2852027 |
| Variance | 1.511033725 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3.589383307 | 7 | 7.0% | |
| 1.114922541 | 2 | 2.0% | |
| 0.6330515806 | 2 | 2.0% | |
| 0.5088495638 | 2 | 2.0% | |
| 3.080899944 | 1 | 1.0% | |
| 0.4566386782 | 1 | 1.0% | |
| 0.8107753885 | 1 | 1.0% | |
| -0.2610884734 | 1 | 1.0% | |
| 1.140016965 | 1 | 1.0% | |
| 0.7909180204 | 1 | 1.0% | |
| Other values (79) | 79 | 79.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -0.5123617749 | 1 | 1.0% | |
| -0.5122957786 | 1 | 1.0% | |
| -0.5103503278 | 1 | 1.0% | |
| -0.5100312955 | 1 | 1.0% | |
| -0.5094920461 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3.589383307 | 7 | 7.0% | |
| 3.471351071 | 1 | 1.0% | |
| 3.437735124 | 1 | 1.0% | |
| 3.316504229 | 1 | 1.0% | |
| 3.308682357 | 1 | 1.0% |
| Distinct | 96 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2770161579 |
|---|---|
| Minimum | -1.199134653 |
| Maximum | 1.120401606 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -1.199134653 |
|---|---|
| 5-th percentile | -1.128853755 |
| Q1 | -0.8680485542 |
| median | -0.6123006895 |
| Q3 | 0.3860689559 |
| 95-th percentile | 1.052794862 |
| Maximum | 1.120401606 |
| Range | 2.319536259 |
| Interquartile range (IQR) | 1.25411751 |
Descriptive statistics
| Standard deviation | 0.7180492831 |
|---|---|
| Coefficient of variation (CV) | -2.592084478 |
| Kurtosis | -1.145341054 |
| Mean | -0.2770161579 |
| Median Absolute Deviation (MAD) | 0.4745371132 |
| Skewness | 0.4898535929 |
| Sum | -27.14758348 |
| Variance | 0.5155947729 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.5198482479 | 2 | 2.0% | |
| 0.4077264465 | 2 | 2.0% | |
| -0.7697267134 | 1 | 1.0% | |
| -0.4564474296 | 1 | 1.0% | |
| -0.7422429564 | 1 | 1.0% | |
| 0.3557069284 | 1 | 1.0% | |
| -0.7511865128 | 1 | 1.0% | |
| -0.8545928032 | 1 | 1.0% | |
| 0.499975641 | 1 | 1.0% | |
| 0.03267843493 | 1 | 1.0% | |
| Other values (86) | 86 | 86.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.199134653 | 1 | 1.0% | |
| -1.195120304 | 1 | 1.0% | |
| -1.179688159 | 1 | 1.0% | |
| -1.179336455 | 1 | 1.0% | |
| -1.154789452 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1.120401606 | 1 | 1.0% | |
| 1.098267817 | 1 | 1.0% | |
| 1.095030749 | 1 | 1.0% | |
| 1.072472988 | 1 | 1.0% | |
| 1.067310917 | 1 | 1.0% |
| Distinct | 88 |
|---|---|
| Distinct (%) | 89.8% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8829398686 |
|---|---|
| Minimum | -0.4544254691 |
| Maximum | 3.741685589 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -0.4544254691 |
|---|---|
| 5-th percentile | -0.4298430176 |
| Q1 | -0.04434191339 |
| median | 0.3005635554 |
| Q3 | 1.443308813 |
| 95-th percentile | 3.741685589 |
| Maximum | 3.741685589 |
| Range | 4.196111058 |
| Interquartile range (IQR) | 1.487650727 |
Descriptive statistics
| Standard deviation | 1.333694921 |
|---|---|
| Coefficient of variation (CV) | 1.510516139 |
| Kurtosis | 0.1539089971 |
| Mean | 0.8829398686 |
| Median Absolute Deviation (MAD) | 0.5490553434 |
| Skewness | 1.199924719 |
| Sum | 86.52810712 |
| Variance | 1.778742142 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3.741685589 | 11 | 11.0% | |
| -0.1809980372 | 1 | 1.0% | |
| 0.2880677405 | 1 | 1.0% | |
| 0.2409079586 | 1 | 1.0% | |
| 0.4672288305 | 1 | 1.0% | |
| -0.3026826017 | 1 | 1.0% | |
| -0.0654589438 | 1 | 1.0% | |
| 0.4059143204 | 1 | 1.0% | |
| 1.445438318 | 1 | 1.0% | |
| 0.1596055019 | 1 | 1.0% | |
| Other values (78) | 78 | 78.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -0.4544254691 | 1 | 1.0% | |
| -0.4499177134 | 1 | 1.0% | |
| -0.4412805454 | 1 | 1.0% | |
| -0.4396479328 | 1 | 1.0% | |
| -0.4394521152 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3.741685589 | 11 | 11.0% | |
| 3.62759126 | 1 | 1.0% | |
| 3.547752671 | 1 | 1.0% | |
| 2.643747422 | 1 | 1.0% | |
| 2.50747294 | 1 | 1.0% |
| Distinct | 96 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.08791186243 |
|---|---|
| Minimum | -2.637936887 |
| Maximum | 2.613636047 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -2.637936887 |
|---|---|
| 5-th percentile | -1.900421663 |
| Q1 | -1.520273993 |
| median | 0.01091578337 |
| Q3 | 1.022506773 |
| 95-th percentile | 2.005676002 |
| Maximum | 2.613636047 |
| Range | 5.251572934 |
| Interquartile range (IQR) | 2.542780767 |
Descriptive statistics
| Standard deviation | 1.371180035 |
|---|---|
| Coefficient of variation (CV) | -15.5972129 |
| Kurtosis | -1.150658533 |
| Mean | -0.08791186243 |
| Median Absolute Deviation (MAD) | 1.276105445 |
| Skewness | 0.01325304174 |
| Sum | -8.615362519 |
| Variance | 1.880134688 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.7602505627 | 2 | 2.0% | |
| -0.3413146979 | 2 | 2.0% | |
| -1.782904315 | 1 | 1.0% | |
| 1.440874624 | 1 | 1.0% | |
| 0.8942500564 | 1 | 1.0% | |
| -1.808662194 | 1 | 1.0% | |
| -1.693612105 | 1 | 1.0% | |
| -2.637936887 | 1 | 1.0% | |
| -0.0878718362 | 1 | 1.0% | |
| -1.261507448 | 1 | 1.0% | |
| Other values (86) | 86 | 86.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -2.637936887 | 1 | 1.0% | |
| -2.563223449 | 1 | 1.0% | |
| -2.416678361 | 1 | 1.0% | |
| -2.213851018 | 1 | 1.0% | |
| -1.915548547 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2.613636047 | 1 | 1.0% | |
| 2.472299774 | 1 | 1.0% | |
| 2.189041477 | 1 | 1.0% | |
| 2.071753435 | 1 | 1.0% | |
| 2.03060079 | 1 | 1.0% |
| Distinct | 98 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0897178297 |
|---|---|
| Minimum | -1.440670476 |
| Maximum | 3.670662309 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -1.440670476 |
|---|---|
| 5-th percentile | -1.20475532 |
| Q1 | -0.9266183404 |
| median | -0.5197174067 |
| Q3 | 0.4003541487 |
| 95-th percentile | 2.409691088 |
| Maximum | 3.670662309 |
| Range | 5.111332785 |
| Interquartile range (IQR) | 1.326972489 |
Descriptive statistics
| Standard deviation | 1.161843565 |
|---|---|
| Coefficient of variation (CV) | -12.94997404 |
| Kurtosis | 1.649496216 |
| Mean | -0.0897178297 |
| Median Absolute Deviation (MAD) | 0.5074765396 |
| Skewness | 1.448158856 |
| Sum | -8.792347311 |
| Variance | 1.34988047 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.194148788 | 1 | 1.0% | |
| -0.8298591637 | 1 | 1.0% | |
| 0.3329547 | 1 | 1.0% | |
| -0.2626153881 | 1 | 1.0% | |
| 2.395234999 | 1 | 1.0% | |
| 0.516679141 | 1 | 1.0% | |
| -0.3513492762 | 1 | 1.0% | |
| 1.641057403 | 1 | 1.0% | |
| -0.962209903 | 1 | 1.0% | |
| 0.003097106243 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.440670476 | 1 | 1.0% | |
| -1.389734842 | 1 | 1.0% | |
| -1.340999403 | 1 | 1.0% | |
| -1.299771976 | 1 | 1.0% | |
| -1.264858999 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3.670662309 | 1 | 1.0% | |
| 3.558463478 | 1 | 1.0% | |
| 3.226097738 | 1 | 1.0% | |
| 2.899881225 | 1 | 1.0% | |
| 2.491608924 | 1 | 1.0% |
| Distinct | 33 |
|---|---|
| Distinct (%) | 33.7% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.07219838539 |
|---|---|
| Minimum | -3.571536921 |
| Maximum | 1.000728585 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -3.571536921 |
|---|---|
| 5-th percentile | -2.423760007 |
| Q1 | -0.3350588962 |
| median | 0.3196757946 |
| Q3 | 0.6745749908 |
| 95-th percentile | 0.9445587867 |
| Maximum | 1.000728585 |
| Range | 4.572265506 |
| Interquartile range (IQR) | 1.009633887 |
Descriptive statistics
| Standard deviation | 1.119552062 |
|---|---|
| Coefficient of variation (CV) | -15.50660802 |
| Kurtosis | 2.461465147 |
| Mean | -0.07219838539 |
| Median Absolute Deviation (MAD) | 0.3993402363 |
| Skewness | -1.731683786 |
| Sum | -7.075441768 |
| Variance | 1.25339682 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) | |
| 0.1991079113 | 5 | 5.0% | |
| -0.8722564335 | 4 | 4.0% | |
| 0.7913113964 | 4 | 4.0% | |
| 0.4729002019 | 4 | 4.0% | |
| -1.930505247 | 4 | 4.0% | |
| -0.3251643437 | 4 | 4.0% | |
| -1.041215428 | 4 | 4.0% | |
| 0.6745749908 | 4 | 4.0% | |
| -0.3383570804 | 4 | 4.0% | |
| 0.3792882127 | 4 | 4.0% | |
| Other values (23) | 57 | 57.0% |
| Value | Count | Frequency (%) | |
| -3.571536921 | 4 | 4.0% | |
| -2.423760007 | 4 | 4.0% | |
| -1.930505247 | 4 | 4.0% | |
| -1.041215428 | 4 | 4.0% | |
| -0.8722564335 | 4 | 4.0% |
| Value | Count | Frequency (%) | |
| 1.000728585 | 3 | 3.0% | |
| 1.000728585 | 1 | 1.0% | |
| 0.9445587867 | 3 | 3.0% | |
| 0.8742659731 | 3 | 3.0% | |
| 0.7992247214 | 4 | 4.0% |
| Distinct | 98 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2063481297 |
|---|---|
| Minimum | -1.093566067 |
| Maximum | 1.718114784 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -1.093566067 |
|---|---|
| 5-th percentile | -1.037211835 |
| Q1 | -0.7718225987 |
| median | -0.3692245908 |
| Q3 | 0.1891668571 |
| 95-th percentile | 1.207465946 |
| Maximum | 1.718114784 |
| Range | 2.811680852 |
| Interquartile range (IQR) | 0.9609894557 |
Descriptive statistics
| Standard deviation | 0.7151754998 |
|---|---|
| Coefficient of variation (CV) | -3.465868582 |
| Kurtosis | 0.0404970915 |
| Mean | -0.2063481297 |
| Median Absolute Deviation (MAD) | 0.4315390671 |
| Skewness | 0.9519886342 |
| Sum | -20.22211671 |
| Variance | 0.5114759955 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.07028503112 | 1 | 1.0% | |
| -0.5556254743 | 1 | 1.0% | |
| -0.4001467217 | 1 | 1.0% | |
| -1.02657363 | 1 | 1.0% | |
| -0.3858865874 | 1 | 1.0% | |
| 0.2934212027 | 1 | 1.0% | |
| -0.881408451 | 1 | 1.0% | |
| 0.1714334744 | 1 | 1.0% | |
| -0.3257212509 | 1 | 1.0% | |
| -0.5001860875 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.093566067 | 1 | 1.0% | |
| -1.08284011 | 1 | 1.0% | |
| -1.06303018 | 1 | 1.0% | |
| -1.05420352 | 1 | 1.0% | |
| -1.047612615 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1.718114784 | 1 | 1.0% | |
| 1.700291906 | 1 | 1.0% | |
| 1.439341987 | 1 | 1.0% | |
| 1.400608883 | 1 | 1.0% | |
| 1.285086992 | 1 | 1.0% |
| Distinct | 15 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2534706808 |
|---|---|
| Minimum | -1.103691441 |
| Maximum | 1.385147577 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -1.103691441 |
|---|---|
| 5-th percentile | -1.103691441 |
| Q1 | 0.3046169506 |
| median | 0.3805843601 |
| Q3 | 0.7116745073 |
| 95-th percentile | 1.385147577 |
| Maximum | 1.385147577 |
| Range | 2.488839018 |
| Interquartile range (IQR) | 0.4070575567 |
Descriptive statistics
| Standard deviation | 0.759719366 |
|---|---|
| Coefficient of variation (CV) | 2.997267232 |
| Kurtosis | -0.2800271004 |
| Mean | 0.2534706808 |
| Median Absolute Deviation (MAD) | 0.07596740949 |
| Skewness | -0.6872473567 |
| Sum | 24.84012672 |
| Variance | 0.5771735151 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) | |
| 0.4284852474 | 13 | 13.0% | |
| 0.3805843601 | 12 | 12.0% | |
| 0.361488983 | 12 | 12.0% | |
| 0.3046169506 | 12 | 12.0% | |
| 1.385147577 | 12 | 12.0% | |
| -1.073903727 | 11 | 11.0% | |
| 0.7944470441 | 10 | 10.0% | |
| -1.103691441 | 7 | 7.0% | |
| -1.103691441 | 2 | 2.0% | |
| 0.7944470441 | 2 | 2.0% | |
| Other values (5) | 5 | 5.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.103691441 | 7 | 7.0% | |
| -1.103691441 | 2 | 2.0% | |
| -1.073903727 | 11 | 11.0% | |
| 0.3046169506 | 12 | 12.0% | |
| 0.3046169506 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1.385147577 | 12 | 12.0% | |
| 0.8111501791 | 1 | 1.0% | |
| 0.7944470441 | 2 | 2.0% | |
| 0.7944470441 | 10 | 10.0% | |
| 0.4633568969 | 1 | 1.0% |
| Distinct | 95 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4701865406 |
|---|---|
| Minimum | -0.8916089389 |
| Maximum | 3.997560143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -0.8916089389 |
|---|---|
| 5-th percentile | -0.734535571 |
| Q1 | -0.4133886017 |
| median | -0.08394323962 |
| Q3 | 1.077400992 |
| 95-th percentile | 3.101571493 |
| Maximum | 3.997560143 |
| Range | 4.889169082 |
| Interquartile range (IQR) | 1.490789594 |
Descriptive statistics
| Standard deviation | 1.219721891 |
|---|---|
| Coefficient of variation (CV) | 2.594123366 |
| Kurtosis | 1.514867983 |
| Mean | 0.4701865406 |
| Median Absolute Deviation (MAD) | 0.5196314341 |
| Skewness | 1.416418797 |
| Sum | 46.07828098 |
| Variance | 1.487721492 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3.997560143 | 4 | 4.0% | |
| -0.4486448057 | 1 | 1.0% | |
| 0.162734644 | 1 | 1.0% | |
| -0.6676459316 | 1 | 1.0% | |
| -0.2463594946 | 1 | 1.0% | |
| 2.60127825 | 1 | 1.0% | |
| -0.2020240303 | 1 | 1.0% | |
| -0.1589902153 | 1 | 1.0% | |
| 0.6415095052 | 1 | 1.0% | |
| -0.502612832 | 1 | 1.0% | |
| Other values (85) | 85 | 85.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -0.8916089389 | 1 | 1.0% | |
| -0.8265274088 | 1 | 1.0% | |
| -0.8080745515 | 1 | 1.0% | |
| -0.8062431469 | 1 | 1.0% | |
| -0.7938360648 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3.997560143 | 4 | 4.0% | |
| 3.8670098 | 1 | 1.0% | |
| 2.966494145 | 1 | 1.0% | |
| 2.856337111 | 1 | 1.0% | |
| 2.60127825 | 1 | 1.0% |
| Distinct | 97 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1355494176 |
|---|---|
| Minimum | -1.185903585 |
| Maximum | 4.677212578 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -1.185903585 |
|---|---|
| 5-th percentile | -1.071353839 |
| Q1 | -0.8453494188 |
| median | -0.5356674032 |
| Q3 | 0.3220200744 |
| 95-th percentile | 2.012710818 |
| Maximum | 4.677212578 |
| Range | 5.863116163 |
| Interquartile range (IQR) | 1.167369493 |
Descriptive statistics
| Standard deviation | 1.119368792 |
|---|---|
| Coefficient of variation (CV) | -8.258012554 |
| Kurtosis | 5.546696319 |
| Mean | -0.1355494176 |
| Median Absolute Deviation (MAD) | 0.3265144685 |
| Skewness | 2.18363867 |
| Sum | -13.28384292 |
| Variance | 1.252986493 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.6840852012 | 2 | 2.0% | |
| 3.73942146 | 1 | 1.0% | |
| -1.163628306 | 1 | 1.0% | |
| -0.9730129955 | 1 | 1.0% | |
| 1.415279178 | 1 | 1.0% | |
| -0.3924001846 | 1 | 1.0% | |
| 0.4843376158 | 1 | 1.0% | |
| -0.9341396197 | 1 | 1.0% | |
| -0.7037252562 | 1 | 1.0% | |
| 2.022662629 | 1 | 1.0% | |
| Other values (87) | 87 | 87.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.185903585 | 1 | 1.0% | |
| -1.165893189 | 1 | 1.0% | |
| -1.163628306 | 1 | 1.0% | |
| -1.149672844 | 1 | 1.0% | |
| -1.14899413 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 4.677212578 | 1 | 1.0% | |
| 4.184995256 | 1 | 1.0% | |
| 3.73942146 | 1 | 1.0% | |
| 2.022662629 | 1 | 1.0% | |
| 2.015937075 | 1 | 1.0% |
| Distinct | 97 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5905633083 |
|---|---|
| Minimum | -0.7261001796 |
| Maximum | 2.505899331 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -0.7261001796 |
|---|---|
| 5-th percentile | -0.6387616794 |
| Q1 | -0.2500021932 |
| median | 0.2419249729 |
| Q3 | 1.218094429 |
| 95-th percentile | 2.453673866 |
| Maximum | 2.505899331 |
| Range | 3.23199951 |
| Interquartile range (IQR) | 1.468096622 |
Descriptive statistics
| Standard deviation | 1.046067733 |
|---|---|
| Coefficient of variation (CV) | 1.771304987 |
| Kurtosis | -0.7801689561 |
| Mean | 0.5905633083 |
| Median Absolute Deviation (MAD) | 0.5030362994 |
| Skewness | 0.8050721513 |
| Sum | 57.87520421 |
| Variance | 1.094257702 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.4290049992 | 2 | 2.0% | |
| 1.254451662 | 1 | 1.0% | |
| 0.1579067496 | 1 | 1.0% | |
| 0.03998941419 | 1 | 1.0% | |
| -0.7199168997 | 1 | 1.0% | |
| -0.2584270522 | 1 | 1.0% | |
| 2.35911275 | 1 | 1.0% | |
| 0.08151195972 | 1 | 1.0% | |
| -0.2455275637 | 1 | 1.0% | |
| 2.374061385 | 1 | 1.0% | |
| Other values (87) | 87 | 87.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -0.7261001796 | 1 | 1.0% | |
| -0.721331459 | 1 | 1.0% | |
| -0.7199168997 | 1 | 1.0% | |
| -0.6966610226 | 1 | 1.0% | |
| -0.6428028154 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2.505899331 | 1 | 1.0% | |
| 2.50424783 | 1 | 1.0% | |
| 2.47947392 | 1 | 1.0% | |
| 2.463608414 | 1 | 1.0% | |
| 2.455287771 | 1 | 1.0% |
| Distinct | 98 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5398677824 |
|---|---|
| Minimum | -0.6399235897 |
| Maximum | 3.325144336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -0.6399235897 |
|---|---|
| 5-th percentile | -0.6364907236 |
| Q1 | -0.3148790713 |
| median | 0.2869481457 |
| Q3 | 1.04497776 |
| 95-th percentile | 2.834697799 |
| Maximum | 3.325144336 |
| Range | 3.965067925 |
| Interquartile range (IQR) | 1.359856831 |
Descriptive statistics
| Standard deviation | 1.033608848 |
|---|---|
| Coefficient of variation (CV) | 1.914559234 |
| Kurtosis | 0.506107445 |
| Mean | 0.5398677824 |
| Median Absolute Deviation (MAD) | 0.6278948676 |
| Skewness | 1.125168696 |
| Sum | 52.90704268 |
| Variance | 1.068347251 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.6275918024 | 1 | 1.0% | |
| 0.6552631597 | 1 | 1.0% | |
| 2.558607545 | 1 | 1.0% | |
| -0.3173160234 | 1 | 1.0% | |
| 0.2380304343 | 1 | 1.0% | |
| 0.3394755974 | 1 | 1.0% | |
| -0.3951787545 | 1 | 1.0% | |
| -0.2669926606 | 1 | 1.0% | |
| 2.548264876 | 1 | 1.0% | |
| -0.4394249574 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -0.6399235897 | 1 | 1.0% | |
| -0.639294095 | 1 | 1.0% | |
| -0.6380879403 | 1 | 1.0% | |
| -0.6378599508 | 1 | 1.0% | |
| -0.6378326055 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3.325144336 | 1 | 1.0% | |
| 3.232988579 | 1 | 1.0% | |
| 2.919231539 | 1 | 1.0% | |
| 2.858261776 | 1 | 1.0% | |
| 2.857367851 | 1 | 1.0% |
| Distinct | 98 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.366382226 |
|---|---|
| Minimum | -0.843074586 |
| Maximum | 0.3585725932 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -0.843074586 |
|---|---|
| 5-th percentile | -0.8207432113 |
| Q1 | -0.6763134896 |
| median | -0.427858952 |
| Q3 | -0.1315527787 |
| 95-th percentile | 0.2366780795 |
| Maximum | 0.3585725932 |
| Range | 1.201647179 |
| Interquartile range (IQR) | 0.5447607108 |
Descriptive statistics
| Standard deviation | 0.356233354 |
|---|---|
| Coefficient of variation (CV) | -0.9722997697 |
| Kurtosis | -1.129472775 |
| Mean | -0.366382226 |
| Median Absolute Deviation (MAD) | 0.2797231662 |
| Skewness | 0.3855796221 |
| Sum | -35.90545815 |
| Variance | 0.1269022025 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.8203460475 | 1 | 1.0% | |
| -0.4735700178 | 1 | 1.0% | |
| -0.1848996704 | 1 | 1.0% | |
| 0.199152907 | 1 | 1.0% | |
| -0.02842460778 | 1 | 1.0% | |
| -0.6213923975 | 1 | 1.0% | |
| -0.8217022256 | 1 | 1.0% | |
| 0.1971756077 | 1 | 1.0% | |
| -0.6348683471 | 1 | 1.0% | |
| 0.01239124792 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -0.843074586 | 1 | 1.0% | |
| -0.8221821058 | 1 | 1.0% | |
| -0.8221561384 | 1 | 1.0% | |
| -0.8217022256 | 1 | 1.0% | |
| -0.8207442219 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 0.3585725932 | 1 | 1.0% | |
| 0.2908679204 | 1 | 1.0% | |
| 0.2693717865 | 1 | 1.0% | |
| 0.2571921011 | 1 | 1.0% | |
| 0.2433693608 | 1 | 1.0% |
| Distinct | 98 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2746570259 |
|---|---|
| Minimum | -1.207786699 |
| Maximum | 1.129936139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -1.207786699 |
|---|---|
| 5-th percentile | -1.138411636 |
| Q1 | -0.8721758936 |
| median | -0.5646562188 |
| Q3 | 0.3733618779 |
| 95-th percentile | 1.03392875 |
| Maximum | 1.129936139 |
| Range | 2.337722838 |
| Interquartile range (IQR) | 1.245537771 |
Descriptive statistics
| Standard deviation | 0.7194790241 |
|---|---|
| Coefficient of variation (CV) | -2.619554412 |
| Kurtosis | -1.159262924 |
| Mean | -0.2746570259 |
| Median Absolute Deviation (MAD) | 0.5034003576 |
| Skewness | 0.4774835098 |
| Sum | -26.91638854 |
| Variance | 0.5176500661 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.207786699 | 1 | 1.0% | |
| 1.030642654 | 1 | 1.0% | |
| -0.8926273036 | 1 | 1.0% | |
| -0.8793964279 | 1 | 1.0% | |
| -0.8662664458 | 1 | 1.0% | |
| -0.9331219822 | 1 | 1.0% | |
| -0.153014873 | 1 | 1.0% | |
| -0.6384005617 | 1 | 1.0% | |
| 0.3630690919 | 1 | 1.0% | |
| 0.5322873511 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.207786699 | 1 | 1.0% | |
| -1.200958747 | 1 | 1.0% | |
| -1.181337055 | 1 | 1.0% | |
| -1.16371242 | 1 | 1.0% | |
| -1.158464038 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1.129936139 | 1 | 1.0% | |
| 1.104944036 | 1 | 1.0% | |
| 1.070028989 | 1 | 1.0% | |
| 1.05339959 | 1 | 1.0% | |
| 1.05254996 | 1 | 1.0% |
| Distinct | 31 |
|---|---|
| Distinct (%) | 31.6% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4665576394 |
|---|---|
| Minimum | -0.8272214051 |
| Maximum | 2.579709752 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -0.8272214051 |
|---|---|
| 5-th percentile | -0.6971314034 |
| Q1 | -0.2644773678 |
| median | 0.508065126 |
| Q3 | 1.053466569 |
| 95-th percentile | 1.956373845 |
| Maximum | 2.579709752 |
| Range | 3.406931157 |
| Interquartile range (IQR) | 1.317943937 |
Descriptive statistics
| Standard deviation | 0.7976258749 |
|---|---|
| Coefficient of variation (CV) | 1.709597716 |
| Kurtosis | -0.5171618152 |
| Mean | 0.4665576394 |
| Median Absolute Deviation (MAD) | 0.5698973915 |
| Skewness | 0.4127998352 |
| Sum | 45.72264866 |
| Variance | 0.6362070363 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) | |
| -0.406891113 | 5 | 5.0% | |
| 1.077962517 | 4 | 4.0% | |
| 1.996832435 | 4 | 4.0% | |
| 0.2242645025 | 4 | 4.0% | |
| 0.2182700638 | 4 | 4.0% | |
| 0.5309084159 | 4 | 4.0% | |
| -0.6971314034 | 4 | 4.0% | |
| 0.2123452238 | 4 | 4.0% | |
| -0.4200221203 | 4 | 4.0% | |
| 0.6735105196 | 4 | 4.0% | |
| Other values (21) | 57 | 57.0% |
| Value | Count | Frequency (%) | |
| -0.8272214051 | 3 | 3.0% | |
| -0.6971314034 | 4 | 4.0% | |
| -0.4550093995 | 4 | 4.0% | |
| -0.4200221203 | 4 | 4.0% | |
| -0.406891113 | 5 | 5.0% |
| Value | Count | Frequency (%) | |
| 2.579709752 | 1 | 1.0% | |
| 1.996832435 | 4 | 4.0% | |
| 1.949234093 | 1 | 1.0% | |
| 1.806439069 | 4 | 4.0% | |
| 1.580981683 | 4 | 4.0% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1288533887 |
|---|---|
| Minimum | -1.368178243 |
| Maximum | 2.152292152 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -1.368178243 |
|---|---|
| 5-th percentile | -1.368178243 |
| Q1 | -1.124785663 |
| median | -0.1909404772 |
| Q3 | -0.01572624256 |
| 95-th percentile | 2.152292152 |
| Maximum | 2.152292152 |
| Range | 3.520470395 |
| Interquartile range (IQR) | 1.109059421 |
Descriptive statistics
| Standard deviation | 1.068280632 |
|---|---|
| Coefficient of variation (CV) | -8.290667735 |
| Kurtosis | 0.2982224523 |
| Mean | -0.1288533887 |
| Median Absolute Deviation (MAD) | 0.6365523909 |
| Skewness | 0.9701491949 |
| Sum | -12.62763209 |
| Variance | 1.141223509 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| -0.01572624256 | 13 | 13.0% | |
| -1.368178243 | 13 | 13.0% | |
| 2.152292152 | 13 | 13.0% | |
| -1.210645602 | 12 | 12.0% | |
| -0.05169273786 | 12 | 12.0% | |
| -0.1909404772 | 12 | 12.0% | |
| 0.4456119137 | 9 | 9.0% | |
| -0.8672058464 | 8 | 8.0% | |
| -0.7327394072 | 3 | 3.0% | |
| -0.2834833107 | 1 | 1.0% | |
| Other values (2) | 2 | 2.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.368178243 | 13 | 13.0% | |
| -1.210645602 | 12 | 12.0% | |
| -0.8672058464 | 8 | 8.0% | |
| -0.7327394072 | 3 | 3.0% | |
| -0.2834833107 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2.152292152 | 13 | 13.0% | |
| 0.4456119137 | 9 | 9.0% | |
| 0.4224556046 | 1 | 1.0% | |
| -0.01572624256 | 13 | 13.0% | |
| -0.05169273786 | 12 | 12.0% |
| Distinct | 98 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1660720665 |
|---|---|
| Minimum | -1.037799518 |
| Maximum | 2.696688707 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -1.037799518 |
|---|---|
| 5-th percentile | -0.9778401239 |
| Q1 | -0.703367297 |
| median | -0.4458459468 |
| Q3 | 0.2059888151 |
| 95-th percentile | 1.468951694 |
| Maximum | 2.696688707 |
| Range | 3.734488225 |
| Interquartile range (IQR) | 0.9093561121 |
Descriptive statistics
| Standard deviation | 0.8032451142 |
|---|---|
| Coefficient of variation (CV) | -4.836726194 |
| Kurtosis | 2.197162581 |
| Mean | -0.1660720665 |
| Median Absolute Deviation (MAD) | 0.3876203171 |
| Skewness | 1.525239262 |
| Sum | -16.27506252 |
| Variance | 0.6452027135 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.4487221287 | 1 | 1.0% | |
| 0.09158778067 | 1 | 1.0% | |
| -0.1834458853 | 1 | 1.0% | |
| -0.4429697649 | 1 | 1.0% | |
| -0.7253853038 | 1 | 1.0% | |
| 0.7532863085 | 1 | 1.0% | |
| 0.04194337613 | 1 | 1.0% | |
| -0.7518435595 | 1 | 1.0% | |
| -0.6781818909 | 1 | 1.0% | |
| -0.9755182369 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -1.037799518 | 1 | 1.0% | |
| -1.028945197 | 1 | 1.0% | |
| -1.018382836 | 1 | 1.0% | |
| -1.005071906 | 1 | 1.0% | |
| -0.9900333027 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2.696688707 | 1 | 1.0% | |
| 2.246237395 | 1 | 1.0% | |
| 2.1018066 | 1 | 1.0% | |
| 2.038092136 | 1 | 1.0% | |
| 1.93403914 | 1 | 1.0% |
| Distinct | 98 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04477586103 |
|---|---|
| Minimum | -2.566929553 |
| Maximum | 2.833251014 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -2.566929553 |
|---|---|
| 5-th percentile | -1.881075231 |
| Q1 | -1.480362381 |
| median | 0.04622679091 |
| Q3 | 0.9538750666 |
| 95-th percentile | 2.174427223 |
| Maximum | 2.833251014 |
| Range | 5.400180567 |
| Interquartile range (IQR) | 2.434237448 |
Descriptive statistics
| Standard deviation | 1.381047911 |
|---|---|
| Coefficient of variation (CV) | -30.84358133 |
| Kurtosis | -1.068068013 |
| Mean | -0.04477586103 |
| Median Absolute Deviation (MAD) | 1.282615121 |
| Skewness | 0.09096469439 |
| Sum | -4.388034381 |
| Variance | 1.907293333 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.860673069 | 1 | 1.0% | |
| -1.714606422 | 1 | 1.0% | |
| -1.356124504 | 1 | 1.0% | |
| 0.8492559184 | 1 | 1.0% | |
| 1.343360858 | 1 | 1.0% | |
| 0.08176294762 | 1 | 1.0% | |
| -1.525422993 | 1 | 1.0% | |
| 1.914245397 | 1 | 1.0% | |
| -1.590927417 | 1 | 1.0% | |
| 0.5679250613 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -2.566929553 | 1 | 1.0% | |
| -2.361664344 | 1 | 1.0% | |
| -2.34859733 | 1 | 1.0% | |
| -1.982191241 | 1 | 1.0% | |
| -1.888474064 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2.833251014 | 1 | 1.0% | |
| 2.485791838 | 1 | 1.0% | |
| 2.480514529 | 1 | 1.0% | |
| 2.433985461 | 1 | 1.0% | |
| 2.244399106 | 1 | 1.0% |
| Distinct | 92 |
|---|---|
| Distinct (%) | 93.9% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2879208934 |
|---|---|
| Minimum | -0.8631746376 |
| Maximum | 3.614485608 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -0.8631746376 |
|---|---|
| 5-th percentile | -0.7073484146 |
| Q1 | -0.4463132405 |
| median | -0.06724867411 |
| Q3 | 0.5078349129 |
| 95-th percentile | 3.614485608 |
| Maximum | 3.614485608 |
| Range | 4.477660246 |
| Interquartile range (IQR) | 0.9541481534 |
Descriptive statistics
| Standard deviation | 1.088917806 |
|---|---|
| Coefficient of variation (CV) | 3.78200343 |
| Kurtosis | 3.063247486 |
| Mean | 0.2879208934 |
| Median Absolute Deviation (MAD) | 0.4032574044 |
| Skewness | 1.817322077 |
| Sum | 28.21624755 |
| Variance | 1.185741989 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3.614485608 | 6 | 6.0% | |
| 1.478027026 | 2 | 2.0% | |
| 0.6971551291 | 1 | 1.0% | |
| -0.0473365277 | 1 | 1.0% | |
| 1.468097932 | 1 | 1.0% | |
| -0.7370362104 | 1 | 1.0% | |
| -0.2959584337 | 1 | 1.0% | |
| -0.5603122061 | 1 | 1.0% | |
| -0.5326497316 | 1 | 1.0% | |
| -0.4474176396 | 1 | 1.0% | |
| Other values (82) | 82 | 82.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -0.8631746376 | 1 | 1.0% | |
| -0.8397921776 | 1 | 1.0% | |
| -0.7829688041 | 1 | 1.0% | |
| -0.7679831472 | 1 | 1.0% | |
| -0.7370362104 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3.614485608 | 6 | 6.0% | |
| 1.904498907 | 1 | 1.0% | |
| 1.871551258 | 1 | 1.0% | |
| 1.809580116 | 1 | 1.0% | |
| 1.638196135 | 1 | 1.0% |
| Distinct | 98 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0496011941 |
|---|---|
| Minimum | -2.588950875 |
| Maximum | 2.748450478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -2.588950875 |
|---|---|
| 5-th percentile | -1.922964326 |
| Q1 | -1.474787032 |
| median | 0.07212175802 |
| Q3 | 0.9497681293 |
| 95-th percentile | 2.060007607 |
| Maximum | 2.748450478 |
| Range | 5.337401353 |
| Interquartile range (IQR) | 2.424555162 |
Descriptive statistics
| Standard deviation | 1.379583228 |
|---|---|
| Coefficient of variation (CV) | -27.81350839 |
| Kurtosis | -1.125308175 |
| Mean | -0.0496011941 |
| Median Absolute Deviation (MAD) | 1.271765074 |
| Skewness | 0.04764261348 |
| Sum | -4.860917022 |
| Variance | 1.903249884 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.328356388 | 1 | 1.0% | |
| 0.9309204915 | 1 | 1.0% | |
| 0.5751181409 | 1 | 1.0% | |
| -0.1785655274 | 1 | 1.0% | |
| -2.442265603 | 1 | 1.0% | |
| -0.4297041519 | 1 | 1.0% | |
| -1.741918696 | 1 | 1.0% | |
| -1.452448674 | 1 | 1.0% | |
| 0.8136922056 | 1 | 1.0% | |
| -2.588950875 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% | |
| (Missing) | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| -2.588950875 | 1 | 1.0% | |
| -2.442265603 | 1 | 1.0% | |
| -2.337701682 | 1 | 1.0% | |
| -1.964913191 | 1 | 1.0% | |
| -1.924491502 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 2.748450478 | 1 | 1.0% | |
| 2.633608098 | 1 | 1.0% | |
| 2.331774347 | 1 | 1.0% | |
| 2.18253087 | 1 | 1.0% | |
| 2.062764955 | 1 | 1.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| date | OCFP_min | TO_100d_min | EBIT2EV_avg | PPReversal_5_min | DAVOL20_avg | wgt_return_1m | TO_20d_avg | roe_q | turnover_vol_20d_max | DAVOL5_min | turnover_vol_100d_min | NCFP_avg | VSTD_30d_min | TO_100d_avg | std_1m | wgt_turn_3m | TO_5d_max | PPReversal_1_avg | turnover_vol_5d_min | PPReversal_5_avg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2008-02-03 | -0.509492 | -0.246935 | -0.428147 | 0.343238 | 0.014064 | 0.270159 | -0.068524 | -1.103691 | 1.447075 | -0.432370 | 1.109023 | -0.636254 | 0.197343 | -0.244315 | 2.579710 | 0.422456 | -0.268063 | 0.005376 | 0.870895 | 0.328541 |
| 1 | 2008-02-10 | -0.509201 | -0.303358 | -0.439452 | 0.259964 | 0.017381 | 0.321136 | -0.097561 | -1.103691 | 1.496444 | -0.684676 | 1.019450 | -0.637833 | 0.199153 | -0.304577 | 1.580982 | -0.015726 | -0.661913 | 0.226618 | 0.399044 | 0.140569 |
| 2 | 2008-02-17 | -0.510031 | -0.362257 | -0.441281 | 0.265381 | -0.016837 | 0.321136 | -0.143540 | -1.103691 | 1.621900 | -0.877790 | 0.998440 | -0.638088 | 0.207008 | -0.363621 | 1.580982 | -0.015726 | -0.751844 | 0.237049 | -0.090747 | 0.167181 |
| 3 | 2008-02-24 | -0.512296 | -0.411731 | -0.449918 | 0.407365 | -0.351349 | 0.321136 | -0.363939 | -1.103691 | 1.628011 | -0.866084 | 0.987627 | -0.639294 | 0.235497 | -0.411722 | 1.580982 | -0.015726 | -0.700452 | 0.369984 | -0.116846 | 0.341674 |
| 4 | 2008-03-02 | -0.510350 | -0.456447 | -0.439648 | 0.190476 | -0.832207 | 0.321136 | -0.666499 | -1.103691 | 0.069013 | -0.934140 | 0.993574 | -0.637860 | 0.257192 | -0.457249 | 1.580982 | -0.015726 | -0.725385 | 0.081763 | -0.379029 | 0.143811 |
| 5 | 2008-03-09 | -0.512362 | -0.583020 | -0.454425 | 0.268717 | -0.964629 | -1.041215 | -0.771374 | -1.103691 | -0.451608 | -0.838663 | 0.415465 | -0.639924 | -0.271453 | -0.576639 | 1.806439 | -0.015726 | -0.657613 | 0.299283 | 0.335280 | 0.236708 |
| 6 | 2008-03-16 | -0.509310 | -0.652183 | -0.426951 | -0.237959 | -0.919963 | -1.041215 | -0.787273 | -1.103691 | -0.479573 | -0.800193 | 0.384985 | -0.636087 | -0.579243 | -0.638401 | 1.806439 | -0.015726 | -0.695236 | -0.334743 | -0.453391 | -0.070069 |
| 7 | 2008-03-23 | -0.498706 | -0.713274 | -0.365395 | -1.268872 | -0.857041 | -1.041215 | -0.782128 | -1.103691 | -0.432792 | -0.642760 | 0.244989 | -0.627491 | -0.629252 | -0.693269 | 1.806439 | -0.015726 | -0.691113 | -1.302296 | 0.212908 | -1.052657 |
| 8 | 2008-03-30 | -0.497379 | -0.774164 | -0.366119 | -1.281155 | -0.838391 | -1.041215 | -0.791446 | -1.103691 | -0.431675 | -0.810320 | 0.148191 | -0.627592 | -0.627549 | -0.777044 | 1.806439 | -0.015726 | -0.761994 | -1.243792 | -0.456464 | -1.287661 |
| 9 | 2008-04-06 | -0.492385 | -0.786500 | 0.003254 | -1.711602 | -0.735404 | -0.504177 | -0.792009 | 0.319912 | -0.202024 | -0.843031 | 0.152018 | -0.405844 | -0.607374 | -0.799692 | 1.949234 | -0.015726 | -0.678182 | -1.874435 | -0.447418 | -1.588799 |
Last rows
| date | OCFP_min | TO_100d_min | EBIT2EV_avg | PPReversal_5_min | DAVOL20_avg | wgt_return_1m | TO_20d_avg | roe_q | turnover_vol_20d_max | DAVOL5_min | turnover_vol_100d_min | NCFP_avg | VSTD_30d_min | TO_100d_avg | std_1m | wgt_turn_3m | TO_5d_max | PPReversal_1_avg | turnover_vol_5d_min | PPReversal_5_avg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 2009-10-25 | 1.689383 | 0.318834 | 0.996470 | 0.189313 | -0.788557 | 1.000729 | -0.225854 | 0.361489 | -0.277991 | -0.802224 | 0.029085 | 1.066365 | -0.331461 | 0.347233 | -0.264477 | -1.368178 | -0.507581 | 0.211654 | -0.532650 | 0.156557 |
| 91 | 2009-11-01 | 1.730077 | 0.107788 | 1.032287 | 0.273896 | -1.028292 | 1.000729 | -0.479256 | 0.361489 | -0.563988 | -0.895706 | -0.162218 | 1.101684 | -0.336290 | 0.155173 | -0.264477 | -1.368178 | -0.607930 | 0.112539 | -0.737036 | 0.184393 |
| 92 | 2009-11-08 | 1.465148 | 0.015284 | 0.857711 | 0.357584 | -0.928837 | 0.674575 | -0.405375 | 0.361489 | -0.333607 | -0.695572 | -0.260789 | 0.929535 | -0.316052 | 0.026247 | 0.830339 | -0.867206 | 0.128870 | 0.876423 | 0.443783 | 0.565520 |
| 93 | 2009-11-15 | 1.496588 | -0.010984 | 0.857464 | 1.106651 | -0.790364 | 0.674575 | -0.311983 | 0.361489 | -0.324958 | -0.527117 | -0.262423 | 0.929292 | -0.337963 | -0.022286 | 0.830339 | -0.867206 | 0.091588 | 0.849256 | -0.138331 | 1.003178 |
| 94 | 2009-11-22 | 1.381724 | -0.004217 | 0.828345 | 1.040318 | -0.623983 | 0.674575 | -0.201450 | 0.361489 | -0.160469 | -0.399521 | -0.261528 | 0.900577 | -0.319414 | -0.017416 | 0.830339 | -0.867206 | 0.203481 | 0.935020 | 0.039963 | 0.935075 |
| 95 | 2009-11-29 | 1.389894 | 0.036599 | 0.821116 | 0.969074 | -0.120336 | 0.674575 | 0.071798 | 0.361489 | -0.158990 | 0.522106 | -0.244217 | 0.893449 | -0.173370 | 0.025741 | 0.830339 | -0.867206 | 0.354004 | 0.812913 | 0.264088 | 0.954666 |
| 96 | 2009-12-06 | 1.474033 | 0.053086 | 0.845417 | 0.699603 | 0.155184 | 0.174601 | 0.195078 | 0.361489 | -0.250173 | 0.317206 | -0.245528 | 0.917412 | -0.157993 | 0.036851 | 0.587083 | -0.867206 | 0.223035 | 0.567925 | 0.283937 | 0.638295 |
| 97 | 2009-12-13 | 1.451965 | 0.032678 | 0.853821 | 0.542563 | 0.441592 | 0.049608 | 0.385726 | 0.361489 | -0.122360 | 0.941960 | -0.308906 | 0.925700 | -0.126904 | 0.051832 | 0.526269 | -0.867206 | 0.667721 | 0.404139 | 0.793571 | 0.473646 |
| 98 | 2009-12-20 | 1.617263 | -0.058091 | 0.984839 | -0.087872 | 0.422821 | 0.049608 | 0.373659 | 0.361489 | -0.129859 | -0.228023 | -0.371429 | 1.054896 | -0.150165 | -0.055745 | 0.526269 | -0.867206 | 0.220993 | -0.201380 | -0.032223 | 0.062684 |
| 99 | 2009-12-27 | 1.592014 | -0.141587 | 1.024252 | -0.394272 | 0.145045 | 0.049608 | 0.171433 | 0.361489 | -0.139235 | -0.392400 | -0.490249 | 1.093761 | -0.145500 | -0.153015 | 0.526269 | -0.867206 | -0.267441 | -0.333841 | -0.443000 | -0.429704 |